{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# OSMnx overview: querying, simplifying, visualizing, saving\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)\n",
    "  \n",
    "Once you've perused the [features demo notebook](00-osmnx-features-demo.ipynb), this notebook demonstrates more details on querying for place boundaries and street networks, visualizing, and saving models to disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can configure OSMnx using `ox.config()`. See the [documentation](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.utils.config) for the settings you can configure. For example, by default OSMnx caches all server responses to prevent repeatedly hitting the server for the same query every time you run it. This both makes our code faster on subsequent runs and helps us be a \"good neighbor\" to the server. But you can turn caching off (or back on again) with the `use_cache` parameter. Any parameters not passed to the config function are (re-)set to their original default values whenever you call it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# turn response caching off\n",
    "ox.config(use_cache=False)\n",
    "\n",
    "# turn it back on and turn on logging to your terminal window\n",
    "ox.config(use_cache=True, log_console=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 1: get place boundaries from OpenStreetMap\n",
    "\n",
    "OSMnx lets you download place boundary geometries from OpenStreetMap, project them, and plot them. For a more in-depth demonstration of querying by place, see [this notebook](03-graph-place-queries.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the boundary polygon for manhattan, project it, and plot it\n",
    "city = ox.geocode_to_gdf('Manhattan, New York, USA')\n",
    "city_proj = ox.project_gdf(city)\n",
    "ax = city_proj.plot(fc='gray', ec='none')\n",
    "_ = ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get the boundary polygons for multiple cities, save as shapefile, project to UTM, and plot\n",
    "place_names = ['Berkeley, California, USA', \n",
    "               'Oakland, California, USA',\n",
    "               'Piedmont, California, USA',\n",
    "               'Emeryville, California, USA',\n",
    "               'Alameda, Alameda County, CA, USA']\n",
    "east_bay = ox.geocode_to_gdf(place_names)\n",
    "east_bay.to_file('./data/east_bay')\n",
    "east_bay = ox.project_gdf(east_bay)\n",
    "ax = east_bay.plot(fc='gray', ec='none')\n",
    "_ = ax.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>bbox_north</th>\n",
       "      <th>bbox_south</th>\n",
       "      <th>bbox_east</th>\n",
       "      <th>bbox_west</th>\n",
       "      <th>place_id</th>\n",
       "      <th>osm_type</th>\n",
       "      <th>osm_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>display_name</th>\n",
       "      <th>class</th>\n",
       "      <th>type</th>\n",
       "      <th>importance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>MULTIPOLYGON (((12.45300 55.71222, 12.45309 55...</td>\n",
       "      <td>55.732703</td>\n",
       "      <td>55.612861</td>\n",
       "      <td>12.734246</td>\n",
       "      <td>12.453000</td>\n",
       "      <td>258596283</td>\n",
       "      <td>relation</td>\n",
       "      <td>2192363</td>\n",
       "      <td>55.655487</td>\n",
       "      <td>12.601709</td>\n",
       "      <td>Copenhagen Municipality, Capital Region of Den...</td>\n",
       "      <td>boundary</td>\n",
       "      <td>administrative</td>\n",
       "      <td>0.495253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>POINT (13.38886 52.51704)</td>\n",
       "      <td>52.677036</td>\n",
       "      <td>52.357036</td>\n",
       "      <td>13.548860</td>\n",
       "      <td>13.228860</td>\n",
       "      <td>563013</td>\n",
       "      <td>node</td>\n",
       "      <td>240109189</td>\n",
       "      <td>52.517037</td>\n",
       "      <td>13.388860</td>\n",
       "      <td>Berlin, Rixdorf, Berlin, 10117, Germany</td>\n",
       "      <td>place</td>\n",
       "      <td>city</td>\n",
       "      <td>0.787539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>POLYGON ((-73.98141 40.76846, -73.98135 40.768...</td>\n",
       "      <td>40.800314</td>\n",
       "      <td>40.764745</td>\n",
       "      <td>-73.949606</td>\n",
       "      <td>-73.981408</td>\n",
       "      <td>186345758</td>\n",
       "      <td>way</td>\n",
       "      <td>427818536</td>\n",
       "      <td>40.782773</td>\n",
       "      <td>-73.965363</td>\n",
       "      <td>Central Park, New York County, New York, Unite...</td>\n",
       "      <td>leisure</td>\n",
       "      <td>park</td>\n",
       "      <td>0.565172</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            geometry  bbox_north  bbox_south  \\\n",
       "0  MULTIPOLYGON (((12.45300 55.71222, 12.45309 55...   55.732703   55.612861   \n",
       "1                          POINT (13.38886 52.51704)   52.677036   52.357036   \n",
       "2  POLYGON ((-73.98141 40.76846, -73.98135 40.768...   40.800314   40.764745   \n",
       "\n",
       "   bbox_east  bbox_west   place_id  osm_type     osm_id        lat        lon  \\\n",
       "0  12.734246  12.453000  258596283  relation    2192363  55.655487  12.601709   \n",
       "1  13.548860  13.228860     563013      node  240109189  52.517037  13.388860   \n",
       "2 -73.949606 -73.981408  186345758       way  427818536  40.782773 -73.965363   \n",
       "\n",
       "                                        display_name     class  \\\n",
       "0  Copenhagen Municipality, Capital Region of Den...  boundary   \n",
       "1            Berlin, Rixdorf, Berlin, 10117, Germany     place   \n",
       "2  Central Park, New York County, New York, Unite...   leisure   \n",
       "\n",
       "             type  importance  \n",
       "0  administrative    0.495253  \n",
       "1            city    0.787539  \n",
       "2            park    0.565172  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if you know the OSM ID of the place(s) you want, you can query it directly\n",
    "ox.geocode_to_gdf([\"R2192363\", \"N240109189\", \"W427818536\"], by_osmid=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: download and model street networks\n",
    "\n",
    "OSMnx lets you download street network data and build topologically-corrected street networks, project and plot the networks, and save the street network as SVGs, GraphML files, GeoPackages, or shapefiles for later use. The street networks are directed and preserve one-way directionality. For a more in-depth demonstration of creating street networks, see [this notebook](03-graph-place-queries.ipynb).\n",
    "\n",
    "You can download a street network by providing OSMnx any of the following (demonstrated in the examples below):\n",
    "  - a bounding box\n",
    "  - a lat-long point plus a distance\n",
    "  - an address plus a distance\n",
    "  - a place name or list of place names (to automatically geocode and get the boundary of)\n",
    "  - a polygon of the desired street network's boundaries\n",
    "  - a .osm formatted xml file\n",
    "\n",
    "You can also specify several different network types:\n",
    "  - 'drive' - get drivable public streets (but not service roads)\n",
    "  - 'drive_service' - get drivable streets, including service roads\n",
    "  - 'walk' - get all streets and paths that pedestrians can use (this network type ignores one-way directionality)\n",
    "  - 'bike' - get all streets and paths that cyclists can use\n",
    "  - 'all' - download all non-private OSM streets and paths (this is the default network type unless you specify a different one)\n",
    "  - 'all_private' - download all OSM streets and paths, including private-access ones"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### Method #1, pass a bounding box ####\n",
    " This constructs the network from all the OSM nodes and ways within the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a bounding box in San Francisco\n",
    "north, south, east, west = 37.79, 37.78, -122.41, -122.43\n",
    "\n",
    "# create network from that bounding box\n",
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive_service')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #2, pass a lat-lng point and bounding box distance in meters#### \n",
    "This creates a bounding box *n* meters North, South, East, and West of the point, then constructs the network from all the OSM nodes and ways within the bounding box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# define a point at the corner of California St and Mason St in SF\n",
    "location_point = (37.791427, -122.410018)\n",
    "\n",
    "# create network from point, inside bounding box of N, S, E, W each 750m from point\n",
    "G = ox.graph_from_point(location_point, dist=750,\n",
    "                        dist_type='bbox', network_type='drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #3, pass a lat-lng point and *network* distance in meters ####\n",
    "\n",
    "This creates a bounding box *n* meters North, South, East, and West of the point, then constructs the network from all the OSM nodes and ways within the bounding box. Then it truncates the network by removing all nodes further than *n* meters from the point along the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# same point again, but create network only of nodes within 500m along the network from point\n",
    "G = ox.graph_from_point(location_point, dist=500, dist_type='network')\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Note* the plot above shows the network within 500m (traveling distance along the network) from the `location_point`. By default, the `network_type` parameter value is 'all', meaning that we do not filter out paths that restrict certain types of traffic. This also means that one-way streets are honored as one-way and you cannot travel the wrong direction down them. Thus, the 500m takes into account only those nodes you can reach within 500m while only traveling in the allowed direction of the street. Instead (below), we can specify `network_type='walk'` to build a street network only of paths that walking is allowed on. This also makes every path bi-directional in the directed network, because you can walk in either direction on the sidewalk of a one-way street. Thus, the 500m now takes into account those nodes you can reach within 500m while traveling in either direction (even if it's a one-way street)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create network only of nodes within 500m walking along the network from point\n",
    "G = ox.graph_from_point(location_point, dist=500, dist_type='network', network_type='walk')\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #4, pass an address and distance (*bounding box* or *network*) in meters ####\n",
    "This geocodes the address, creates a bounding box, downloads the network, then truncates it by network distance (if distance_type='network')."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# network from address, including only nodes within 1km along the network from the address\n",
    "G = ox.graph_from_address(address='350 5th Ave, New York, NY', dist=1000,\n",
    "                          dist_type='network', network_type='drive')\n",
    "\n",
    "# you can project the network to UTM (zone calculated automatically)\n",
    "G_projected = ox.project_graph(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #5, pass a place name ####\n",
    "\n",
    "This geocodes the place name, gets the place's boundary shape polygon and bounding box, downloads the network within the bounding box, then truncates it to the place's boundary polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create the street network within the city of Piedmont's borders\n",
    "G = ox.graph_from_place('Piedmont, California, USA', network_type='drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# you can also pass multiple places as a mixed list of strings and/or dicts\n",
    "places = ['Los Altos, California, USA',\n",
    "          {'city':'Los Altos Hills', 'state':'California'},\n",
    "          'Loyola, California']\n",
    "G = ox.graph_from_place(places, clean_periphery=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# save to disk as GeoPackage file then plot\n",
    "ox.save_graph_geopackage(G)\n",
    "fig, ax = ox.plot_graph(G, node_size=0, edge_color='w', edge_linewidth=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #6, pass a polygon ####\n",
    "\n",
    "This example loads the [Mission District](http://www.zillow.com/howto/api/neighborhood-boundaries.htm)'s polygon from a shapefile, then downloads the network within its bounding box, then prunes all nodes that lie outside the place's boundary polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "calif = gpd.read_file('input_data/ZillowNeighborhoods-CA')\n",
    "mission_district = calif[(calif['CITY']=='San Francisco') & (calif['NAME']=='Mission')]\n",
    "polygon = mission_district['geometry'].iloc[0]\n",
    "\n",
    "G2 = ox.graph_from_polygon(polygon, network_type='drive_service')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Method #7, load a .osm xml file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create graph from .osm extract file\n",
    "G = ox.graph_from_xml('./input_data/West-Oakland.osm.bz2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: simplifying street network topology\n",
    "\n",
    "Simplification is normally done by OSMnx automatically under the hood, but we can break it out to see how it works. OpenStreetMap nodes are weird. They include intersections, but they also include all the points along a single block where the street curves. The latter are not nodes in the graph theory sense, so we remove them algorithmically and consolidate the set of edges between \"true\" network nodes into a single edge. There are two simplification modes, strict and non-strict. The main difference is that unlike strict mode, non-strict mode allows simplification to an \"expansion graph\" (ie, if the graph were undirected, nodes with degree 2 as long as the incident edges have different OSM IDs). For a more in-depth demonstration of topological simplification with OSMnx, see [this notebook](04-simplify-graph-consolidate-nodes.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a network around some (lat, lng) point but do not simplify it yet\n",
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, network_type='drive_service', dist=500, simplify=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# turn off strict mode and see what nodes we'd remove, in yellow\n",
    "nc = ['r' if ox.simplification._is_endpoint(G, node) else 'y' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dots above are OSM nodes. We'll remove the nodes in yellow as they're not real network nodes (intersections/dead-ends)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# simplify the network\n",
    "G = ox.simplify_graph(G)\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show the simplified network with edges colored by length\n",
    "ec = ox.plot.get_edge_colors_by_attr(G, attr='length', cmap='plasma_r')\n",
    "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=50,\n",
    "                        edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all parallel (multiple) edges\n",
    "ec = ['gray' if k == 0 or u == v else 'r' for u, v, k in G.edges(keys=True)]\n",
    "fig, ax = ox.plot_graph(G, node_color='w', node_edgecolor='k', node_size=50,\n",
    "                        edge_color=ec, edge_linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# highlight all one-way edges in the mission district network from earlier\n",
    "ec = ['r' if data['oneway'] else 'w' for u, v, key, data in G2.edges(keys=True, data=True)]\n",
    "fig, ax = ox.plot_graph(G2, node_size=0, edge_color=ec, edge_linewidth=1.5, edge_alpha=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 4: saving networks to disk\n",
    "\n",
    "For more examples of saving and loading networks to/from disk, see [this notebook](05-save-load-networks.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as GeoPackage to work with in GIS\n",
    "ox.save_graph_geopackage(G, filepath='./data/network.gpkg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save street network as GraphML file to work with later in OSMnx or networkx or gephi\n",
    "ox.save_graphml(G, filepath='./data/network.graphml')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 5: calculate basic network indicators"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.1613266967345397"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculate basic street network metrics and display average circuity\n",
    "stats = ox.basic_stats(G)\n",
    "stats['circuity_avg']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this street network, the streets are ~16% more circuitous than the straight-lines paths would be.\n",
    "\n",
    "For examples of analyzing street networks, see [this example](06-stats-indicators-centrality.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
